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Review and Reputation Manager

Turn Google, Yelp and Facebook reviews into themes, replies and win-back offers.

Official Anthropicby AnthropicChecked October 18, 2026

An Anthropic Small Business skill that watches what customers say publicly and privately. It groups feedback into themes with real quotes, drafts a reply to every review in your voice and spots customers at risk of leaving.

Who it is for

  • Local business owners
  • Restaurants and shops
  • Customer success teams

Prompts to try

Once the skill is installed, ask for the result in plain words. Claude picks the skill up on its own.

Prompt 1
Summarize what customers are saying in our reviews this month
Prompt 2
Draft replies to our new Google reviews
Prompt 3
Which regular customers have stopped ordering, and what should we offer them?

How to install it

In Claude Code

  1. /plugin marketplace add anthropics/knowledge-work-plugins
  2. /plugin install small-business@knowledge-work-plugins

In Claude.ai

Listed in Claude's plugin directory for Cowork: add the Small Business plugin from Customize > Plugins on a paid plan, and its skills also load in chat.

Good to know

Works from pasted or exported reviews when no connector is set up.

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How we checked it

Confirmed SKILL.md at small-business/skills/review-reputation/SKILL.md in anthropics/knowledge-work-plugins via the GitHub API; skill folder last changed 2026-09-15, repo has 29,992 stars and was pushed 2026-10-17; published in Anthropic's knowledge-work-plugins marketplace.

Source: github.com/anthropics/knowledge-work-plugins/tree/main/small-business/skills/review-reputation